Barriers to Mental Health Care
Bibliographic record
Abstract
Treatment barriers have prompted the development of new models of care. Distance delivery systems bridge the access gap, increasing service availability. Understanding differences between systems can inform system improvements. Sixty participants from the Strongest Families telephone intervention for child behavior difficulties participated. Participants completed a questionnaire to explore differences in perceived treatment barriers (Treatment Barriers Index-TBI) and therapeutic processes (eg, therapeutic alliance, self-disclosure, health outcome) between face-to-face versus distance treatment. The TBI scale has strong internal reliability (Cronbach α: 0.95 [face-to-face]; 0.90 [distance]). Statistically significant differences were found between delivery system TBI mean scores, indicating fewer barriers with distance treatment. Therapeutic process differences between delivery modes suggest enhanced therapeutic alliance and self-disclosure scores with distance treatment. Increased access, convenience, and sense of privacy (visual anonymity) offered by a distance delivery system may provide an enhanced experience for some individuals.
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.001 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".